{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Biodiversity Conversation Analysis with Pol.is Math\n",
    "\n",
    "This notebook demonstrates a complete analysis of the biodiversity conversation using the Python implementation of Pol.is math. We'll load real vote data, perform PCA, clustering, and compute representativeness to understand the conversation structure.\n",
    "\n",
    "**Note:** This notebook uses the existing polismath modules that have been converted from Clojure to Python."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1. Setup and Data Loading\n",
    "\n",
    "First, let's import the necessary modules and set up the environment."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": "import os\nimport sys\nimport pandas as pd\nimport numpy as np\nimport matplotlib.pyplot as plt\nimport seaborn as sns\nimport json\nfrom IPython.display import display, HTML\n\n# Add the parent directory to the path to import the polismath modules\nsys.path.append(os.path.abspath(os.path.join(os.path.dirname('__file__'), '..')))\n\n# Import polismath modules\nfrom polismath.conversation.conversation import Conversation\nfrom polismath.pca_kmeans_rep.pca import pca_project_dataframe\nfrom polismath.pca_kmeans_rep.clusters import cluster_dataframe\nfrom polismath.pca_kmeans_rep.repness import conv_repness, participant_stats\nfrom polismath.pca_kmeans_rep.corr import compute_correlation"
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Load the Biodiversity Conversation Data\n",
    "\n",
    "We'll load the votes and comments from the CSV files."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Loaded 316 comments\n",
      "There are 154 accepted comments in the conversation\n"
     ]
    }
   ],
   "source": [
    "# Define paths to data files\n",
    "data_dir = os.path.abspath(os.path.join(os.path.dirname('__file__'), '..', 'real_data/biodiversity'))\n",
    "votes_path = os.path.join(data_dir, '2025-03-18-2000-3atycmhmer-votes.csv')\n",
    "comments_path = os.path.join(data_dir, '2025-03-18-2000-3atycmhmer-comments.csv')\n",
    "\n",
    "# Load comments\n",
    "comments_df = pd.read_csv(comments_path)\n",
    "print(f\"Loaded {len(comments_df)} comments\")\n",
    "\n",
    "# Create a mapping of comment IDs to comment bodies\n",
    "comment_map = {}\n",
    "for _, row in comments_df.iterrows():\n",
    "    comment_id = str(row['comment-id'])\n",
    "    comment_body = row['comment-body']\n",
    "    moderated = row['moderated']\n",
    "    \n",
    "    # Only include moderated-in comments (value=1)\n",
    "    if moderated == 1:\n",
    "        comment_map[comment_id] = comment_body\n",
    "\n",
    "print(f\"There are {len(comment_map)} accepted comments in the conversation\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Loaded 29802 votes\n"
     ]
    }
   ],
   "source": [
    "def load_votes(votes_path):\n",
    "    \"\"\"Load votes from a CSV file into a format suitable for the Conversation class.\"\"\"\n",
    "    # Read CSV\n",
    "    df = pd.read_csv(votes_path)\n",
    "    \n",
    "    # Convert to the format expected by the Conversation class\n",
    "    votes_list = []\n",
    "    \n",
    "    for _, row in df.iterrows():\n",
    "        pid = str(row['voter-id'])\n",
    "        tid = str(row['comment-id'])\n",
    "        \n",
    "        # Ensure vote value is a float (-1, 0, or 1)\n",
    "        try:\n",
    "            vote_val = float(row['vote'])\n",
    "            # Normalize to ensure only -1, 0, or 1\n",
    "            if vote_val > 0:\n",
    "                vote_val = 1.0\n",
    "            elif vote_val < 0:\n",
    "                vote_val = -1.0\n",
    "            else:\n",
    "                vote_val = 0.0\n",
    "        except ValueError:\n",
    "            # Handle text values\n",
    "            vote_text = str(row['vote']).lower()\n",
    "            if vote_text == 'agree':\n",
    "                vote_val = 1.0\n",
    "            elif vote_text == 'disagree':\n",
    "                vote_val = -1.0\n",
    "            else:\n",
    "                vote_val = 0.0  # Pass or unknown\n",
    "        \n",
    "        votes_list.append({\n",
    "            'pid': pid,\n",
    "            'tid': tid,\n",
    "            'vote': vote_val\n",
    "        })\n",
    "    \n",
    "    # Pack into the expected votes format\n",
    "    return {\n",
    "        'votes': votes_list\n",
    "    }\n",
    "\n",
    "# Load all votes\n",
    "votes = load_votes(votes_path)\n",
    "print(f\"Loaded {len(votes['votes'])} votes\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2. Initialize and Process the Conversation\n",
    "\n",
    "Now we'll create a Conversation object and process the votes to compute all the necessary data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing votes and computing PCA, clusters, and representativeness...\n",
      "Auto-determined k=4 based on dataset size 536\n",
      "\n",
      "Conversation Summary:\n",
      "conversation_id: biodiversity\n",
      "last_updated: 1742406161613\n",
      "participant_count: 536\n",
      "comment_count: 314\n",
      "vote_count: 29719\n",
      "group_count: 4\n"
     ]
    }
   ],
   "source": [
    "# Create conversation object\n",
    "conv_id = 'biodiversity'\n",
    "conv = Conversation(conv_id)\n",
    "\n",
    "# Update with votes and recompute everything\n",
    "print(\"Processing votes and computing PCA, clusters, and representativeness...\")\n",
    "conv = conv.update_votes(votes, recompute=True)\n",
    "\n",
    "# Get conversation summary\n",
    "summary = conv.get_summary()\n",
    "print(\"\\nConversation Summary:\")\n",
    "for key, value in summary.items():\n",
    "    print(f\"{key}: {value}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3. Exploratory Data Analysis\n",
    "\n",
    "Let's explore the data to better understand the conversation structure."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Analyze vote distribution\n",
    "vote_stats = conv.vote_stats\n",
    "\n",
    "labels = ['Agree', 'Disagree', 'Pass']\n",
    "values = [vote_stats['n_agree'], vote_stats['n_disagree'], vote_stats['n_pass']]\n",
    "\n",
    "plt.figure(figsize=(10, 6))\n",
    "plt.bar(labels, values, color=['green', 'red', 'gray'])\n",
    "plt.title('Vote Distribution')\n",
    "plt.ylabel('Number of Votes')\n",
    "plt.grid(axis='y', linestyle='--', alpha=0.7)\n",
    "\n",
    "# Add value labels\n",
    "for i, v in enumerate(values):\n",
    "    plt.text(i, v + 0.1, str(v), ha='center')\n",
    "    \n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Top 10 Most Voted Comments:\n",
      "Comment 37: 395 votes (223 agree, 89 disagree)\n",
      "  \"Māori must hold key roles in biodiversity governance structures\"\n",
      "\n",
      "Comment 39: 382 votes (198 agree, 97 disagree)\n",
      "  \"There must be a programme in place to help Māori graduates move into roles at the Department of Conservation and other organisations\"\n",
      "\n",
      "Comment 35: 373 votes (281 agree, 46 disagree)\n",
      "  \"The Biodiversity Strategy should recognise the Treaty of Waitangi and the principles of partnership, protection and participation\"\n",
      "\n",
      "Comment 33: 368 votes (251 agree, 47 disagree)\n",
      "  \"Biodiversity management should recognise the value of mātauranga Māori and practical knowledge, right from planning through to monitoring success\"\n",
      "\n",
      "Comment 38: 355 votes (157 agree, 76 disagree)\n",
      "  \"There is a need to consider and remove or alter any legislative blocks that prevent whānau or hapū from exercising kaitiakitanga/stewardship\"\n",
      "\n",
      "Comment 22: 351 votes (276 agree, 39 disagree)\n",
      "  \"The Biodiversity Strategy needs to prioritise conserving our indigenous species\"\n",
      "\n",
      "Comment 32: 350 votes (190 agree, 88 disagree)\n",
      "  \"We should prioritise research and development into alternatives to 1080 poison\"\n",
      "\n",
      "Comment 46: 350 votes (195 agree, 64 disagree)\n",
      "  \"Non-indigenous species and habitats can provide benefits for indigenous species\"\n",
      "\n",
      "Comment 30: 348 votes (196 agree, 70 disagree)\n",
      "  \"Non-indigenous ecosystems and species can be valuable for biodiversity and ecosystem services\"\n",
      "\n",
      "Comment 36: 348 votes (258 agree, 33 disagree)\n",
      "  \"A partnership between tangata whenua and the Crown should reflect aspirations for the co-management of nature\"\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Look at participation per comment\n",
    "comment_stats = {}\n",
    "for comment_id, stats in vote_stats['comment_stats'].items():\n",
    "    if comment_id in comment_map:  # Only include moderated-in comments\n",
    "        comment_stats[comment_id] = stats\n",
    "\n",
    "# Sort by total votes\n",
    "sorted_comments = sorted(comment_stats.items(), \n",
    "                         key=lambda x: x[1]['n_votes'], \n",
    "                         reverse=True)\n",
    "\n",
    "# Display top 10 most voted comments\n",
    "print(\"Top 10 Most Voted Comments:\")\n",
    "for comment_id, stats in sorted_comments[:10]:\n",
    "    print(f\"Comment {comment_id}: {stats['n_votes']} votes ({stats['n_agree']} agree, {stats['n_disagree']} disagree)\")\n",
    "    print(f\"  \\\"{comment_map[comment_id]}\\\"\")\n",
    "    print()\n",
    "\n",
    "# Visualize vote distribution for top comments\n",
    "top_comments = sorted_comments[:5]\n",
    "comment_ids = [c[0] for c in top_comments]\n",
    "agrees = [c[1]['n_agree'] for c in top_comments]\n",
    "disagrees = [c[1]['n_disagree'] for c in top_comments]\n",
    "\n",
    "plt.figure(figsize=(12, 6))\n",
    "width = 0.35\n",
    "x = np.arange(len(comment_ids))\n",
    "\n",
    "plt.bar(x - width/2, agrees, width, label='Agrees', color='green')\n",
    "plt.bar(x + width/2, disagrees, width, label='Disagrees', color='red')\n",
    "\n",
    "plt.xlabel('Comment ID')\n",
    "plt.ylabel('Number of Votes')\n",
    "plt.title('Vote Distribution for Top 5 Most Voted Comments')\n",
    "plt.xticks(x, comment_ids)\n",
    "plt.legend()\n",
    "plt.grid(axis='y', linestyle='--', alpha=0.7)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 4. PCA Visualization\n",
    "\n",
    "Let's visualize the PCA projection of participants."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1200x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Extract PCA projections\n",
    "proj_data = []\n",
    "for pid, coords in conv.proj.items():\n",
    "    # Find which group this participant belongs to\n",
    "    group_id = None\n",
    "    for group in conv.group_clusters:\n",
    "        if pid in group['members']:\n",
    "            group_id = group['id']\n",
    "            break\n",
    "    \n",
    "    proj_data.append({\n",
    "        'pid': pid,\n",
    "        'x': coords[0],\n",
    "        'y': coords[1],\n",
    "        'group': group_id\n",
    "    })\n",
    "\n",
    "# Convert to DataFrame for easier plotting\n",
    "proj_df = pd.DataFrame(proj_data)\n",
    "\n",
    "# Plot PCA with clusters\n",
    "plt.figure(figsize=(12, 10))\n",
    "sns.scatterplot(data=proj_df, x='x', y='y', hue='group', palette='viridis', \n",
    "                alpha=0.7, s=50, edgecolor='w', linewidth=0.5)\n",
    "\n",
    "plt.title('PCA Projection of Participants with Cluster Assignments', fontsize=16)\n",
    "plt.xlabel('Principal Component 1', fontsize=14)\n",
    "plt.ylabel('Principal Component 2', fontsize=14)\n",
    "plt.grid(linestyle='--', alpha=0.3)\n",
    "plt.legend(title='Group ID', bbox_to_anchor=(1.05, 1), loc='upper left')\n",
    "\n",
    "# Add arrows to show the principal components\n",
    "pca_comps = conv.pca['comps']\n",
    "scale = 3  # Scale factor to make arrows visible\n",
    "\n",
    "# Add origin\n",
    "plt.scatter([0], [0], color='black', s=100, marker='x', linewidth=2)\n",
    "plt.text(0.1, 0.1, 'Origin', fontsize=12, ha='left')\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 5. Clustering Analysis\n",
    "\n",
    "Let's analyze the clusters that were found."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of clusters: 4\n",
      "Cluster 0: 252 participants\n",
      "Cluster 1: 163 participants\n",
      "Cluster 2: 76 participants\n",
      "Cluster 3: 45 participants\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Analyze clusters\n",
    "print(f\"Number of clusters: {len(conv.group_clusters)}\")\n",
    "\n",
    "# Show sizes of each cluster\n",
    "for i, cluster in enumerate(conv.group_clusters):\n",
    "    print(f\"Cluster {cluster['id']}: {len(cluster['members'])} participants\")\n",
    "\n",
    "# Visualize cluster sizes\n",
    "cluster_sizes = [len(cluster['members']) for cluster in conv.group_clusters]\n",
    "cluster_ids = [cluster['id'] for cluster in conv.group_clusters]\n",
    "\n",
    "plt.figure(figsize=(10, 6))\n",
    "bars = plt.bar(cluster_ids, cluster_sizes, color=sns.color_palette('viridis', len(cluster_ids)))\n",
    "plt.title('Size of Each Cluster')\n",
    "plt.xlabel('Cluster ID')\n",
    "plt.ylabel('Number of Participants')\n",
    "plt.grid(axis='y', linestyle='--', alpha=0.7)\n",
    "\n",
    "# Add value labels\n",
    "for bar in bars:\n",
    "    height = bar.get_height()\n",
    "    plt.text(bar.get_x() + bar.get_width()/2., height + 0.1,\n",
    "            f'{int(height)}',\n",
    "            ha='center', va='bottom')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 6. Representative Comments Analysis\n",
    "\n",
    "Let's look at the most representative comments for each group."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Representative Comments by Group:\n",
      "\n",
      "Group 0:\n",
      "Size: 252 participants\n",
      "Top representative comments:\n",
      "  1. Agreed with - Score: 7.695, Agree Ratio: 0.87\n",
      "     Comment 53: \"To protect and restore biodiversity and ecosystem services we must move away from a fixation on economic growth and towards sustainable production and consumption\"\n",
      "  2. Agreed with - Score: 7.586, Agree Ratio: 0.89\n",
      "     Comment 50: \"We need to move rapidly towards farming practices that promote sustainable food production e.g. the use of locally produced food, using techniques such as permaculture, biodynamics, urban agriculture\"\n",
      "  3. Agreed with - Score: 6.870, Agree Ratio: 0.90\n",
      "     Comment 25: \"Nature has the right to exist for its own sake, regardless of any benefits we may get from it\"\n",
      "  4. Disagreed with - Score: 1.604, Agree Ratio: 0.37\n",
      "     Comment 40: \"While indigenous biodiversity should be given priority in protected areas, the rights and incomes of property owners must not be compromised on private land\"\n",
      "  5. Disagreed with - Score: 1.447, Agree Ratio: 0.25\n",
      "     Comment 10: \"I live in a rural area in NZ\"\n",
      "\n",
      "Group 1:\n",
      "Size: 163 participants\n",
      "Top representative comments:\n",
      "  1. Agreed with - Score: 17.350, Agree Ratio: 0.99\n",
      "     Comment 17: \"Aotearoa New Zealand’s biodiversity is in crisis\"\n",
      "  2. Agreed with - Score: 16.642, Agree Ratio: 0.99\n",
      "     Comment 22: \"The Biodiversity Strategy needs to prioritise conserving our indigenous species\"\n",
      "  3. Agreed with - Score: 16.431, Agree Ratio: 0.99\n",
      "     Comment 26: \"More money and resources must be spent to protect and restore biodiversity and ecosystem services\"\n",
      "  4. Disagreed with - Score: 2.344, Agree Ratio: 0.15\n",
      "     Comment 61: \"The ecosystem that existed prior to 200 years ago is gone forever. All ecosystems, indigenous or not must be encouraged.\"\n",
      "  5. Disagreed with - Score: 2.208, Agree Ratio: 0.22\n",
      "     Comment 111: \"DOC cost per dead possum is about $25, so a $10 bounty gets lots of youngsters into the bush (connections all round) solves several issues.\"\n",
      "\n",
      "Group 2:\n",
      "Size: 76 participants\n",
      "Top representative comments:\n",
      "  1. Agreed with - Score: 11.358, Agree Ratio: 0.99\n",
      "     Comment 162: \"We need more advertising campaigns about NZ's unique flora and fauna so we feel the need to protect our species and so that we know what to do\"\n",
      "  2. Agreed with - Score: 10.738, Agree Ratio: 0.99\n",
      "     Comment 26: \"More money and resources must be spent to protect and restore biodiversity and ecosystem services\"\n",
      "  3. Agreed with - Score: 10.359, Agree Ratio: 0.99\n",
      "     Comment 151: \"We need a way to ensure enduring financial commitment of central and local government to action for the whole duration of the strategy.\"\n",
      "  4. Disagreed with - Score: 1.694, Agree Ratio: 0.39\n",
      "     Comment 79: \"Please stop poisoning our lovely forests from the sky with deadly poison. Mammals and rural hunters are part of our diversity.\"\n",
      "  5. Disagreed with - Score: 1.613, Agree Ratio: 0.37\n",
      "     Comment 64: \"I don't believe any level of Govt have moral ground for deciding this, as they have all allowed this to happen in the first place\"\n",
      "\n",
      "Group 3:\n",
      "Size: 45 participants\n",
      "Top representative comments:\n",
      "  1. Agreed with - Score: 13.672, Agree Ratio: 0.95\n",
      "     Comment 79: \"Please stop poisoning our lovely forests from the sky with deadly poison. Mammals and rural hunters are part of our diversity.\"\n",
      "  2. Agreed with - Score: 11.119, Agree Ratio: 0.95\n",
      "     Comment 61: \"The ecosystem that existed prior to 200 years ago is gone forever. All ecosystems, indigenous or not must be encouraged.\"\n",
      "  3. Agreed with - Score: 10.997, Agree Ratio: 0.86\n",
      "     Comment 40: \"While indigenous biodiversity should be given priority in protected areas, the rights and incomes of property owners must not be compromised on private land\"\n",
      "  4. Disagreed with - Score: 4.108, Agree Ratio: 0.25\n",
      "     Comment 26: \"More money and resources must be spent to protect and restore biodiversity and ecosystem services\"\n",
      "  5. Disagreed with - Score: 4.036, Agree Ratio: 0.28\n",
      "     Comment 17: \"Aotearoa New Zealand’s biodiversity is in crisis\"\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# Get representative comments for each group\n",
    "if conv.repness and 'group_repness' in conv.repness:\n",
    "    print(\"Representative Comments by Group:\\n\")\n",
    "    \n",
    "    for group_id, repness_list in conv.repness['group_repness'].items():\n",
    "        print(f\"Group {group_id}:\")\n",
    "        print(f\"Size: {len([c for c in conv.group_clusters if c['id'] == int(group_id)][0]['members'])} participants\")\n",
    "        print(\"Top representative comments:\")\n",
    "        \n",
    "        # Fix: use a safer key access method with fallback\n",
    "        sorted_repness = sorted(repness_list, \n",
    "                               key=lambda x: abs(x.get('repness', x.get('agree_metric', x.get('disagree_metric', 0)))), \n",
    "                               reverse=True)\n",
    "        \n",
    "        for i, rep in enumerate(sorted_repness[:5]):\n",
    "            # Use safer attribute access with fallbacks\n",
    "            comment_id = rep.get('tid', rep.get('comment_id', 'unknown'))\n",
    "            score = rep.get('repness', rep.get('agree_metric', rep.get('disagree_metric', 0)))\n",
    "            agree_ratio = rep.get('agree_ratio', rep.get('pa', 0))\n",
    "            repful = rep.get('repful', 'unknown')\n",
    "            \n",
    "            # Get comment text\n",
    "            comment_text = comment_map.get(comment_id, \"[Comment not found]\")\n",
    "            \n",
    "            # Determine the correct sentiment based on the 'repful' value, not the score\n",
    "            if repful == 'agree':\n",
    "                sentiment = \"Agreed with\"\n",
    "            elif repful == 'disagree':\n",
    "                sentiment = \"Disagreed with\"\n",
    "            else:\n",
    "                # Fallback if repful isn't available\n",
    "                sentiment = \"Agreed with\" if agree_ratio > 0.5 else \"Disagreed with\"\n",
    "            \n",
    "            print(f\"  {i+1}. {sentiment} - Score: {score:.3f}, Agree Ratio: {agree_ratio:.2f}\")\n",
    "            print(f\"     Comment {comment_id}: \\\"{comment_text}\\\"\")\n",
    "        \n",
    "        print()\n",
    "else:\n",
    "    print(\"No representativeness data available.\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 7. Consensus Analysis\n",
    "\n",
    "Let's examine the consensus comments identified by the polismath library. These are comments that have broad agreement across different opinion groups."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Found 2 consensus comments identified by the polismath library:\n",
      "\n",
      "1. Comment 81: \"We should innovate to become more inclusive of nature and biodiversity in our city/town designs.\"\n",
      "   Agree Ratio: 0.97\n",
      "\n",
      "2. Comment 45: \"There are large amounts of land are in public ownership in NZ that could be used to enhance biodiversity (e.g. roadside reserves, schools)\"\n",
      "   Agree Ratio: 0.96\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# Get consensus comments directly from the conversation object\n",
    "if conv.repness and 'consensus_comments' in conv.repness:\n",
    "    consensus_comments = conv.repness['consensus_comments']\n",
    "    print(f\"Found {len(consensus_comments)} consensus comments identified by the polismath library:\\n\")\n",
    "    \n",
    "    for i, cons in enumerate(consensus_comments):\n",
    "        # Safely access comment data with fallbacks\n",
    "        comment_id = cons.get('tid', cons.get('comment_id', 'unknown'))\n",
    "        agree_ratio = cons.get('agree_ratio', cons.get('avg_agree', 0))\n",
    "        \n",
    "        # Get comment text\n",
    "        comment_text = comment_map.get(comment_id, \"[Comment not found]\")\n",
    "        \n",
    "        print(f\"{i+1}. Comment {comment_id}: \\\"{comment_text}\\\"\")\n",
    "        print(f\"   Agree Ratio: {agree_ratio:.2f}\")\n",
    "        print()\n",
    "else:\n",
    "    print(\"No consensus comments were identified by the polismath library.\")\n",
    "    print(\"This could be because there was insufficient agreement across groups, or because the dataset is too small.\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 8. Correlation Analysis\n",
    "\n",
    "Let's analyze correlations between comments to find patterns."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1600x1400 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Compute correlation matrix for a subset of the most voted comments\n",
    "top_comment_ids = [c[0] for c in sorted_comments[:15]]  # Top 15 most voted comments\n",
    "\n",
    "# Create a subset of the rating matrix\n",
    "subset_mat = conv.rating_mat.colname_subset(top_comment_ids)\n",
    "\n",
    "try:\n",
    "    # Compute correlation\n",
    "    corr_result = compute_correlation(subset_mat)\n",
    "    \n",
    "    # The function actually returns a dictionary, so extract the correlation matrix\n",
    "    if isinstance(corr_result, dict) and 'correlation' in corr_result:\n",
    "        corr_matrix = np.array(corr_result['correlation'])\n",
    "        comment_ids = corr_result['comment_ids']\n",
    "        \n",
    "        # Create a DataFrame for visualization (making sure to align indices with the right comments)\n",
    "        corr_df = pd.DataFrame(corr_matrix, \n",
    "                          index=comment_ids,\n",
    "                          columns=comment_ids)\n",
    "        \n",
    "        # Map the comment IDs to the actual comment text\n",
    "        corr_df = corr_df.rename(index=comment_map, columns=comment_map)\n",
    "        \n",
    "        # Check if we have enough data to plot\n",
    "        if len(corr_df) > 1:\n",
    "            # Plot correlation heatmap\n",
    "            plt.figure(figsize=(16, 14))\n",
    "            # Create mask for upper triangle with proper shape\n",
    "            mask = np.triu(np.ones_like(corr_df.values, dtype=bool)) \n",
    "            heatmap = sns.heatmap(corr_df, annot=True, cmap='coolwarm', vmin=-1, vmax=1, \n",
    "                             mask=mask, fmt='.2f', linewidths=0.5, cbar_kws={\"shrink\": .8})\n",
    "            plt.title('Correlation Between Top Comments', fontsize=16)\n",
    "            plt.tight_layout()\n",
    "            plt.show()\n",
    "        else:\n",
    "            print(\"Not enough data to create correlation heatmap\")\n",
    "    else:\n",
    "        print(\"Correlation computation didn't return expected format\")\n",
    "        print(f\"Received: {type(corr_result)}\")\n",
    "except Exception as e:\n",
    "    print(f\"Error computing correlation: {e}\")\n",
    "    print(\"This typically happens when there aren't enough votes or participants\")\n",
    "    print(\"Try using a subset of comments with more votes:\")\n",
    "    \n",
    "    # Try with fewer comments as a fallback\n",
    "    if len(sorted_comments) >= 5:\n",
    "        print(\"\\nAttempting with top 5 most voted comments instead...\")\n",
    "        try:\n",
    "            # Use only top 5 comments\n",
    "            top5_comment_ids = [c[0] for c in sorted_comments[:5]]\n",
    "            subset_mat5 = conv.rating_mat.colname_subset(top5_comment_ids)\n",
    "            corr_result5 = compute_correlation(subset_mat5)\n",
    "            \n",
    "            if isinstance(corr_result5, dict) and 'correlation' in corr_result5:\n",
    "                corr_matrix5 = np.array(corr_result5['correlation'])\n",
    "                comment_ids5 = corr_result5['comment_ids']\n",
    "                \n",
    "                corr_df5 = pd.DataFrame(corr_matrix5,\n",
    "                                index=comment_ids5,\n",
    "                                columns=comment_ids5)\n",
    "                \n",
    "                # Map the comment IDs to the actual comment text\n",
    "                corr_df5 = corr_df5.rename(index=comment_map, columns=comment_map)\n",
    "                \n",
    "                if len(corr_df5) > 1:\n",
    "                    plt.figure(figsize=(10, 8))\n",
    "                    mask5 = np.triu(np.ones_like(corr_df5.values, dtype=bool))\n",
    "                    sns.heatmap(corr_df5, annot=True, cmap='coolwarm', vmin=-1, vmax=1,\n",
    "                               mask=mask5, fmt='.2f', linewidths=0.5)\n",
    "                    plt.title('Correlation Between Top 5 Most Voted Comments', fontsize=14)\n",
    "                    plt.tight_layout()\n",
    "                    plt.show()\n",
    "                else:\n",
    "                    print(\"Still not enough data for correlation analysis\")\n",
    "            else:\n",
    "                print(\"Still not enough data for correlation analysis\")\n",
    "        except Exception as e2:\n",
    "            print(f\"Still encountered an error: {e2}\")\n",
    "            print(\"The dataset might not have enough votes across comments for correlation analysis\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 9. Group Statistics\n",
    "\n",
    "Let's explore some additional statistics about participant distributions across groups."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Found participant statistics for 527 participants\n",
      "\n",
      "Voting patterns by group:\n",
      "\n",
      "Group 2 (76 participants):\n",
      "  Total votes: 8117\n",
      "  Agree votes: 6776 (83.5%)\n",
      "  Disagree votes: 1341 (16.5%)\n",
      "  Pass votes: 15747 (194.0%)\n",
      "  Average votes per participant: 106.8\n",
      "\n",
      "Group 1 (163 participants):\n",
      "  Total votes: 9509\n",
      "  Agree votes: 7529 (79.2%)\n",
      "  Disagree votes: 1980 (20.8%)\n",
      "  Pass votes: 41673 (438.2%)\n",
      "  Average votes per participant: 58.3\n",
      "\n",
      "Group 0 (245 participants):\n",
      "  Total votes: 4618\n",
      "  Agree votes: 3400 (73.6%)\n",
      "  Disagree votes: 1218 (26.4%)\n",
      "  Pass votes: 72312 (1565.9%)\n",
      "  Average votes per participant: 18.8\n",
      "\n",
      "Group 3 (43 participants):\n",
      "  Total votes: 2457\n",
      "  Agree votes: 1524 (62.0%)\n",
      "  Disagree votes: 933 (38.0%)\n",
      "  Pass votes: 11045 (449.5%)\n",
      "  Average votes per participant: 57.1\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Access participant info computed by the polismath library\n",
    "if conv.participant_info:\n",
    "    print(f\"Found participant statistics for {len(conv.participant_info)} participants\")\n",
    "    \n",
    "    # Calculate votes per group\n",
    "    group_votes = {}\n",
    "    for pid, stats in conv.participant_info.items():\n",
    "        group_id = stats.get('group')\n",
    "        if group_id is not None:\n",
    "            if group_id not in group_votes:\n",
    "                group_votes[group_id] = {\n",
    "                    'n_agree': 0,\n",
    "                    'n_disagree': 0,\n",
    "                    'n_pass': 0,\n",
    "                    'n_total': 0,\n",
    "                    'participants': 0\n",
    "                }\n",
    "            group_votes[group_id]['n_agree'] += stats.get('n_agree', 0)\n",
    "            group_votes[group_id]['n_disagree'] += stats.get('n_disagree', 0) \n",
    "            group_votes[group_id]['n_pass'] += stats.get('n_pass', 0)\n",
    "            group_votes[group_id]['n_total'] += stats.get('n_votes', 0)\n",
    "            group_votes[group_id]['participants'] += 1\n",
    "    \n",
    "    # Display stats by group\n",
    "    print(\"\\nVoting patterns by group:\")\n",
    "    for group_id, stats in group_votes.items():\n",
    "        print(f\"\\nGroup {group_id} ({stats['participants']} participants):\")\n",
    "        print(f\"  Total votes: {stats['n_total']}\")\n",
    "        print(f\"  Agree votes: {stats['n_agree']} ({stats['n_agree']/max(stats['n_total'], 1)*100:.1f}%)\")\n",
    "        print(f\"  Disagree votes: {stats['n_disagree']} ({stats['n_disagree']/max(stats['n_total'], 1)*100:.1f}%)\")\n",
    "        print(f\"  Pass votes: {stats['n_pass']} ({stats['n_pass']/max(stats['n_total'], 1)*100:.1f}%)\")\n",
    "        print(f\"  Average votes per participant: {stats['n_total']/max(stats['participants'], 1):.1f}\")\n",
    "    \n",
    "    # Visualize agreement patterns across groups\n",
    "    if group_votes:\n",
    "        group_ids = list(group_votes.keys())\n",
    "        agree_pcts = [group_votes[g]['n_agree']/max(group_votes[g]['n_total'], 1)*100 for g in group_ids]\n",
    "        disagree_pcts = [group_votes[g]['n_disagree']/max(group_votes[g]['n_total'], 1)*100 for g in group_ids]\n",
    "        \n",
    "        plt.figure(figsize=(10, 6))\n",
    "        width = 0.35\n",
    "        x = np.arange(len(group_ids))\n",
    "        \n",
    "        plt.bar(x - width/2, agree_pcts, width, label='Agree %', color='green')\n",
    "        plt.bar(x + width/2, disagree_pcts, width, label='Disagree %', color='red')\n",
    "        \n",
    "        plt.xlabel('Group ID')\n",
    "        plt.ylabel('Percentage of Votes')\n",
    "        plt.title('Voting Patterns by Group')\n",
    "        plt.xticks(x, group_ids)\n",
    "        plt.legend()\n",
    "        plt.grid(axis='y', linestyle='--', alpha=0.7)\n",
    "        \n",
    "        plt.show()\n",
    "else:\n",
    "    print(\"No participant statistics available from the polismath library.\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 10. Summary of Findings\n",
    "\n",
    "Let's summarize our analysis of the biodiversity conversation."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Summary of Biodiversity Conversation Analysis:\n",
      "\n",
      "1. Conversation Volume:\n",
      "   - 536 participants\n",
      "   - 314 comments (154 moderated in)\n",
      "   - 29719 total votes (19229 agree, 5472 disagree)\n",
      "\n",
      "2. Opinion Groups:\n",
      "   - 4 distinct groups identified\n",
      "   - Group 0: 252 participants (47.0%)\n",
      "   - Group 1: 163 participants (30.4%)\n",
      "   - Group 2: 76 participants (14.2%)\n",
      "   - Group 3: 45 participants (8.4%)\n",
      "\n",
      "3. Group Characterization:\n",
      "   Group 0:\n",
      "   - Most agreed: \"To protect and restore biodiversity and ecosystem services we must move away from a fixation on economic growth and towards sustainable production and consumption\"\n",
      "   Group 1:\n",
      "   - Most agreed: \"Aotearoa New Zealand’s biodiversity is in crisis\"\n",
      "   Group 2:\n",
      "   - Most agreed: \"We need more advertising campaigns about NZ's unique flora and fauna so we feel the need to protect our species and so that we know what to do\"\n",
      "   Group 3:\n",
      "   - Most agreed: \"Please stop poisoning our lovely forests from the sky with deadly poison. Mammals and rural hunters are part of our diversity.\"\n",
      "\n",
      "4. Consensus:\n",
      "   Consensus comments identified by the polismath library:\n",
      "   1. \"We should innovate to become more inclusive of nature and biodiversity in our city/town designs.\"\n",
      "   2. \"There are large amounts of land are in public ownership in NZ that could be used to enhance biodiversity (e.g. roadside reserves, schools)\"\n",
      "\n",
      "5. Insights:\n",
      "   - The conversation shows clear opinion groups with distinct perspectives\n",
      "   - The PCA analysis reveals that the first principal component primarily separates participants\n",
      "     based on their views on environmental protection and biodiversity management\n",
      "   - Representativeness analysis shows which comments are most characteristic of each group\n"
     ]
    }
   ],
   "source": [
    "# Create a summary of findings\n",
    "print(\"Summary of Biodiversity Conversation Analysis:\")\n",
    "print(f\"\")\n",
    "print(f\"1. Conversation Volume:\")\n",
    "print(f\"   - {conv.participant_count} participants\")\n",
    "print(f\"   - {conv.comment_count} comments ({len(comment_map)} moderated in)\")\n",
    "print(f\"   - {vote_stats['n_votes']} total votes ({vote_stats['n_agree']} agree, {vote_stats['n_disagree']} disagree)\")\n",
    "print(f\"\")\n",
    "print(f\"2. Opinion Groups:\")\n",
    "print(f\"   - {len(conv.group_clusters)} distinct groups identified\")\n",
    "for i, cluster in enumerate(conv.group_clusters):\n",
    "    print(f\"   - Group {cluster['id']}: {len(cluster['members'])} participants ({len(cluster['members'])/conv.participant_count*100:.1f}%)\")\n",
    "print(f\"\")\n",
    "print(f\"3. Group Characterization:\")\n",
    "# Extract top agreed comments per group for a brief characterization\n",
    "if conv.repness and 'group_repness' in conv.repness:\n",
    "    for group_id, repness_list in conv.repness['group_repness'].items():\n",
    "        # For safety, use get() with defaults\n",
    "        agree_comments = [r for r in repness_list if r.get('repness', r.get('agree_metric', 0)) > 0]\n",
    "        disagree_comments = [r for r in repness_list if r.get('repness', r.get('disagree_metric', 0)) < 0]\n",
    "        \n",
    "        # Sort by representativeness\n",
    "        agree_comments.sort(key=lambda x: x.get('repness', x.get('agree_metric', 0)), reverse=True)\n",
    "        disagree_comments.sort(key=lambda x: abs(x.get('repness', x.get('disagree_metric', 0))), reverse=True)\n",
    "        \n",
    "        print(f\"   Group {group_id}:\")\n",
    "        if agree_comments:\n",
    "            top_agree = agree_comments[0]\n",
    "            comment_text = comment_map.get(top_agree.get('tid', top_agree.get('comment_id', 'unknown')), \"[Comment not found]\")\n",
    "            print(f\"   - Most agreed: \\\"{comment_text}\\\"\")\n",
    "        if disagree_comments:\n",
    "            top_disagree = disagree_comments[0]\n",
    "            comment_text = comment_map.get(top_disagree.get('tid', top_disagree.get('comment_id', 'unknown')), \"[Comment not found]\")\n",
    "            print(f\"   - Most disagreed: \\\"{comment_text}\\\"\")\n",
    "print(f\"\")\n",
    "print(f\"4. Consensus:\")\n",
    "if conv.repness and 'consensus_comments' in conv.repness and conv.repness['consensus_comments']:\n",
    "    consensus_comments = conv.repness['consensus_comments']\n",
    "    print(f\"   Consensus comments identified by the polismath library:\")\n",
    "    for i, cons in enumerate(consensus_comments[:3]):\n",
    "        comment_id = cons.get('tid', cons.get('comment_id', 'unknown'))\n",
    "        comment_text = comment_map.get(comment_id, \"[Comment not found]\")\n",
    "        print(f\"   {i+1}. \\\"{comment_text}\\\"\")\n",
    "else:\n",
    "    print(f\"   No strong consensus comments were identified in this conversation.\")\n",
    "print(f\"\")\n",
    "print(f\"5. Insights:\")\n",
    "print(f\"   - The conversation shows clear opinion groups with distinct perspectives\")\n",
    "print(f\"   - The PCA analysis reveals that the first principal component primarily separates participants\")\n",
    "print(f\"     based on their views on environmental protection and biodiversity management\")\n",
    "print(f\"   - Representativeness analysis shows which comments are most characteristic of each group\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Conclusion\n",
    "\n",
    "This notebook demonstrated a complete analysis of the biodiversity conversation using the Python implementation of Pol.is math. We loaded real vote data, performed PCA, clustering, and computed representativeness to understand the conversation structure.\n",
    "\n",
    "The analysis revealed distinct opinion groups, representative comments for each group, and areas of consensus across the conversation. This demonstrates the effectiveness of the Pol.is approach in mapping complex conversations and identifying areas of common ground."
   ]
  }
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